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Published at November 21

Uncertainty-Aware Regression for Socio-Economic Estimation via Multi-View Remote Sensing

cs.CV

Released Date: November 21, 2024

Authors: Fan Yang¹, Sahoko Ishida¹, Mengyan Zhang¹, Daniel Jenson¹, Swapnil Mishra², Jhonathan Navott¹, Seth Flaxman¹

Aff.: ¹University of Oxford; ²National University of Singapore

Arxiv: http://arxiv.org/abs/2411.14119v1

Refer to caption

Model	MAE $\pm$ SE
Mean Predictor	0.2930 $\pm$ 0.0031
SatMAE-GC	0.1993 $\pm$ 0.0015
DINO-ResNet50	0.2399 $\pm$ 0.0009
DINOv2-ViT-Base	0.1663 $\pm$ 0.0023
DINOv2-ViT-Base Multi-view	0.1605 $\pm$ 0.0020